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On a Heuristic Point of View about the Generalization of Curie Law to Cosmic Higgs Fields with the Casimir Effect
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作者 Hung-Te Henry Su Po-Han Lee 《Journal of Applied Mathematics and Physics》 2024年第9期3135-3147,共13页
Condensed state physics demonstrates that the Curie temperature is the point at which spontaneous magnetization drops to zero, marking the critical transition where ferromagnetic or ferrimagnetic materials transform i... Condensed state physics demonstrates that the Curie temperature is the point at which spontaneous magnetization drops to zero, marking the critical transition where ferromagnetic or ferrimagnetic materials transform into paramagnetic substances. Below the Curie temperature, a material remains ferromagnetic;above it, the material becomes paramagnetic, with its magnetic field easily influenced by external magnetic fileds. For example, the Curie temperature of iron (Fe) is 1043 K, while that of neodymium magnets ranges from 583 to 673 K. From both physics and mathematics perspectives, examining the temperature properties of materials is essential, as it provides valuable insights into their electromagnetic and thermodynamic behaviors. This paper makes a bold assumption and, for the first time, carefully verifies the existence of a Casimir temperature at 0.00206 K under conditions of one-atomic spacing. 展开更多
关键词 curie Temperature curie point Casimir Temperature Critical point Fields Materials One-Atomic Spacing
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Determination of Curie Point Depth and Heat Flow Using Airborne Magnetic Data over the Kom-Ombo and Nuqra Basins, Southern Eastern Desert, Egypt
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作者 Ahmed Tarshan Asmaa A. Azzazy +1 位作者 Ali M. Mostafa Ahmed A. Elhusseiny 《Geomaterials》 2023年第4期91-108,共18页
The Kom-Ombo and Nuqra basins in southern Egypt have recently been discovered as potential hydrocarbon basins. The lack of information about the geothermal gradient and heat flow in the study area gives importance to ... The Kom-Ombo and Nuqra basins in southern Egypt have recently been discovered as potential hydrocarbon basins. The lack of information about the geothermal gradient and heat flow in the study area gives importance to studying the heat flow and the geothermal gradient. Several studies were carried out to investigate the geothermal analyses of the northwestern desert, as well as the west and east of the Nile River, using density, compressive wave velocity, and bottom hole temperature (BHT) measured from deep oil wells. This research relies on spectral analysis of airborne magnetic survey data in the Kom-Ombo and Nuqra basins in order to estimate the geothermal gradient based on calculating the depth to the bottom of the magnetic source that caused the occurrence of these magnetic deviations. This depth is equal to the CPD, at which the material loses its magnetic polarisation. This method is fast and gives satisfactory results. Usually, it can be applied as a reconnaissance technique for geothermal exploration targets due to the abundance of magnetic data. The depth of the top (Z<sub>t</sub>) and centroid (Z<sub>0</sub>) of the magnetic source bodies was calculated for the 32 windows representing the study area using spectral analysis of airborne magnetic data. The curie-isotherm depth, geothermal gradient, and heat flow maps were constructed for the study area. The results showed that the CPD in the study area ranges from 13 km to 20 km. The heat flow map values range from 69 to 109 mW/m<sup>2</sup>, with an average of about 80 mW/m<sup>2</sup>. The calculated heat flow values in the assigned areas (A, B, C, and D) of the study area are considered to have high heat flow values, reaching 109 mW/m<sup>2</sup>. On the other hand, the heat flow values in the other parts range from 70 to 85 mW/m<sup>2</sup>. Since heat flow plays an essential role in the maturation of organic matter, it is recommended that hydrocarbon accumulations be located in places with high heat flow values, while deep drilling of hydrocarbon wells is recommended in places with low to moderate heat flow values. 展开更多
关键词 curie point Heat Flow Airborne Magnetic Data Nuqra Basin Kom-Ombo Basin Eastern Desert
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Investigation of Curie Point Depth in Sulu Ultrahigh-Pressure Metamorphic Belt,Eastern China
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作者 乔庆庆 刘庆生 +5 位作者 邱宁 付媛媛 赵素涛 吴耀 杨涛 金振民 《Journal of China University of Geosciences》 SCIE CSCD 2008年第3期282-291,共10页
The Curie point depth of continental crust can reflect the regional tectonic pattern and geothermal structures. Analysis of magnetism is an efficient way to obtain the Curie point depth on a regional scale. This study... The Curie point depth of continental crust can reflect the regional tectonic pattern and geothermal structures. Analysis of magnetism is an efficient way to obtain the Curie point depth on a regional scale. This study systematically investigated the Curie point depth of Sulu (苏鲁) ultrahigh pressure (UHP) metamorphic belt (33°40'N to 36°20'N and 118°E to 120°E, ca. 60 000 km^2), eastern China using aeromagnetic data. The results show that the Curie point depth of the Sulu region varies from 18.5 to 27 km. The shallowest Curie point depth (ca. 18.5 km) is located in Subei (苏北) subsidence, where the estimated temperature gradient value is about 31.35℃/km, which is comparable with the measured value of 30 ℃/km. In addition, a two-dimensional numerical solution of the heat conduction was used to calculate the temperature field to a depth of 30 km along the profile from Tancheng (郯城) to Lianshui (涟水) with a length of 139 km. The steady state model solved using the finite element method shows that the temperature around the Curie point depth is about 585.36 ℃, which is close to the Curie temperature (580℃) of magnetite at atmospheric pressure. These results provide new insights into the tectonic and continuous thermal structures of the Sulu UHP metamorphic belt. 展开更多
关键词 aeromagnetic anomaly curie point geothermal structure Sulu UHP metamorphic belt.
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Determination of Curie Point Depth, Heat Flow and Geothermal Gradient from High Resolution Aeromagnetic Data around Lamurde Area, Adamawa State, North-Eastern Nigeria
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作者 S. Kasidi 《Open Journal of Geology》 2019年第11期829-838,共10页
Analysis of high resolution of aeromagnetic data was carried out over Lamurde, Adamawa state north-eastern Nigeria to determine the Curie point depth (CPD), heat flow and geothermal gradient. The aeromagnetic data use... Analysis of high resolution of aeromagnetic data was carried out over Lamurde, Adamawa state north-eastern Nigeria to determine the Curie point depth (CPD), heat flow and geothermal gradient. The aeromagnetic data used for this work was obtained at Nigerian geological survey agency, the total magnetic intensity was processed to produce the residual magnetic map which was divided into 4 overlapping blocks, each block was subjected to spectral analyses to obtain depths to the top boundary and centroid, while depth to bottom of the magnetic sources was calculated using empirical formula. The depths values obtained were then used to assess the CPD, heat flow and geothermal gradient in the area. The result shows that the CPD varies between 9.62 and 10.92 km with an average of 10.45 k, the heat flow varies between 150.73 and 132.78 mWm&minus;20&sdot;&deg;C&minus;1 with an average of 139.12 mWm&minus;20&sdot;&deg;C&minus;1 and the geothermal gradient in the study area varies between 12.16 and 15.67 &deg;C/km with an average of 13.39 &deg;C/km. In view of the above results, the high heat flow may be responsible for maturation of hydrocarbon in Benue Trough as well as responsible for the lead Zinc Mineralization. Again by implication, Lamurde area can be a good area for geothermal reservoir exploration for an alternative source for power generation. 展开更多
关键词 Adamawa STATE curie depth MATURATION of HYDROCARBON GEOTHERMAL Gradient Heat Flow and Alternative Power Generation
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Estimation of Curie Point Depth (CPD) across the Pan African Belt in Northern Cameroon from Aeromagnetic Data
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作者 Jean Daniel Ngoh Théophile Ndougsa Mbarga +2 位作者 Kevin Mickus Yara Tarek Tabod Charles Tabod 《Open Journal of Earthquake Research》 2020年第3期217-239,共23页
The depth to the Curie isothermal point (CPD) was estimated using aeromagnetic data from northern Cameroon. The CPD was estimated using a two-dimensional power density spectral analysis of nineteen 30 × 30 km blo... The depth to the Curie isothermal point (CPD) was estimated using aeromagnetic data from northern Cameroon. The CPD was estimated using a two-dimensional power density spectral analysis of nineteen 30 × 30 km blocks over a series of Neoproterozoic lithologies associated with the Pan African orogeny. The results show that there are two main regions characterized by the CPD analysis: 1) Shallow depths (~6.37 - 10.09 km) which are located in several regions including the northern portions of the study area (toward the regions of Hina Marbak, Gawel and northern Moutouroua), the southeast (Kaele region), the south (Guider) and the southwest (Mayo Oulo), and 2) deeper depths (~10.68 - 13.72 km) are located in the northeast (Mindif) and southwest (southern Moutouroua, Guider and Bossoum). The shallow depths can be related to two tectonic regimes: 1) the West-Central African Rift System with northeast-trending strike-slip faults emanating from the Gulf of Guinea and 2) the Cameroon Volcanic Line. However, the ultimate source of these shallow regions is interpreted to be related to the Cameroon Volcanic Line based on low seismic velocities imaged by recent broadband seismic studies which are concentrated along the northeast-trending strike-slip faults. An additional finding using the CPD depths, a Curie isothermal temperature of 580&#176C and a one-dimensional heat flow model, was heat-flow values ranging from 105.68 to 227.63 mW/m2, which are above average global heat flow values and are therefore indicative of potential geothermal resources. 展开更多
关键词 Magnetic ANOMALY Spectral Analysis curie point depth GEOTHERMAL Gradi-ent Heat Flow
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Depth to the bottom of magnetic layer in South America and its relationship to Curie isotherm,Moho depth and seismicity behavior 被引量:6
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作者 Javier Idárraga-García Carlos A.Vargas 《Geodesy and Geodynamics》 2018年第1期93-107,共15页
We have estimated the DBML(depth to the bottom of the magnetic layer) in South America from the inversion of magnetic anomaly data extracted from the EMAG2 grid. The results show that the DBML values, interpreted as... We have estimated the DBML(depth to the bottom of the magnetic layer) in South America from the inversion of magnetic anomaly data extracted from the EMAG2 grid. The results show that the DBML values, interpreted as the Curie isotherm, vary between -10 and -60 km. The deepest values(〉-45) are mainly observed forming two anomalous zones in the central part of the Andes Cordillera. To the east of the Andes, in most of the stable cratonic area of South America, intermediate values(between -25 and-45 km) are predominant. The shallowest values(〈-25 km) are present in northwestern corner of South America, southern Patagonia, and in a few sectors to the east of the Andes Cordillera. Based on these results, we estimated the heat flow variations along the study area and found a very good correlation with the DBML. Also striking is the observation that the thermal anomalies of low heat flow are closely related to segments of flat subduction, where the presence of a cold and thick subducting oceanic slab beneath the continent, with a virtual absence of hot mantle wedge, leads to a decrease in the heat transfer from the deeper parts of the system.After comparing our results with the Moho depths reported by other authors, we have found that the Curie isotherm is deeper than Moho in most of the South American Platform(northward to -20°S), which is located in the stable cratonic area at the east of the Andes. This is evidence that the lithospheric mantle here is magnetic and contributes to the long wavelength magnetic signal. Also, our results support the hypothesis that the Curie isotherm may be acting as a boundary above which most of the crustal seismicity is concentrated. Below this boundary the occurrence of seismic events decreases dramatically. 展开更多
关键词 Magnetic layer depth curie isotherm Heat flow Crustal seismicity Flat subduction South America
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Estimation of Curie Depth of Subei Basin by Magnetic Anomaly
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作者 Chaofang Zheng Yixian Xu 《Earthquake Research Advances》 CSCD 2021年第S01期35-37,共3页
The Curie point depth is the depth at which the ferromagnetic mineral loses paramagnetism,which corresponds to a temperature of 550-580 degrees Celsius.This parameter is of great significance for constraining the ther... The Curie point depth is the depth at which the ferromagnetic mineral loses paramagnetism,which corresponds to a temperature of 550-580 degrees Celsius.This parameter is of great significance for constraining the thermal state of the lithosphere and can be used as an important reference for the evaluation of the prospects for dry hot rock exploration.We use aeromagnetic anomaly radial power spectrum based on the fractal magnetization model to calculate the Curie depth in the Subei Basin.We use the conventional method to preprocess the aeromagnetic data and process aeromagnetic data with selecting the appropriate wave number,domain,window size and fractal parameters to calculate the depth of the bottom of the magnetic source in the Subei Basin,which is approximated as Curie depth.The Curie depth of Subei basin ranges from 18 km to 37 km,with an average Curie depth of 23 km.The Curie depth of Baoying(20 km)and Jianhu(22 km)area is relatively shallow,and that of the surrounding area is relatively deep.In most areas,the Curie depth corresponds to the terrestrial heat flow. 展开更多
关键词 Magnetic Anomaly curie point depth
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基于PointNet++的机器人抓取姿态估计 被引量:3
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作者 阮国强 曹雏清 《仪表技术与传感器》 CSCD 北大核心 2023年第5期44-48,共5页
为解决在无约束、部分遮挡的场景下对部分遮挡的物体生成可靠抓取姿态的问题,基于PointNet++网络改进了一种抓取姿态估计算法,该算法可直接从目标点云中生成二指夹具的抓取姿态。由于该算法降低了抓取姿态的维度,将抓取的7自由度问题转... 为解决在无约束、部分遮挡的场景下对部分遮挡的物体生成可靠抓取姿态的问题,基于PointNet++网络改进了一种抓取姿态估计算法,该算法可直接从目标点云中生成二指夹具的抓取姿态。由于该算法降低了抓取姿态的维度,将抓取的7自由度问题转变成4自由度问题处理,从而简化学习的过程加快了学习速度。实验结果表明:该算法在无约束、部分遮挡的场景中,能够生成有效的抓取姿态,且较Contact-GraspNet算法成功抓取率提升了约12%,能够应用于家用机器人的抓取任务。 展开更多
关键词 点云 位姿估计 抓取估计 深度学习 损失函数
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Enhanced 3D Point Cloud Reconstruction for Light Field Microscopy Using U-Net-Based Convolutional Neural Networks
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作者 Shariar Md Imtiaz Ki-Chul Kwon +4 位作者 F.M.Fahmid Hossain MdBiddut Hossain Rupali Kiran Shinde Sang-Keun Gil Nam Kim 《Computer Systems Science & Engineering》 SCIE EI 2023年第12期2921-2937,共17页
This article describes a novel approach for enhancing the three-dimensional(3D)point cloud reconstruction for light field microscopy(LFM)using U-net architecture-based fully convolutional neural network(CNN).Since the... This article describes a novel approach for enhancing the three-dimensional(3D)point cloud reconstruction for light field microscopy(LFM)using U-net architecture-based fully convolutional neural network(CNN).Since the directional view of the LFM is limited,noise and artifacts make it difficult to reconstruct the exact shape of 3D point clouds.The existing methods suffer from these problems due to the self-occlusion of the model.This manuscript proposes a deep fusion learning(DL)method that combines a 3D CNN with a U-Net-based model as a feature extractor.The sub-aperture images obtained from the light field microscopy are aligned to form a light field data cube for preprocessing.A multi-stream 3D CNNs and U-net architecture are applied to obtain the depth feature fromthe directional sub-aperture LF data cube.For the enhancement of the depthmap,dual iteration-based weighted median filtering(WMF)is used to reduce surface noise and enhance the accuracy of the reconstruction.Generating a 3D point cloud involves combining two key elements:the enhanced depth map and the central view of the light field image.The proposed method is validated using synthesized Heidelberg Collaboratory for Image Processing(HCI)and real-world LFM datasets.The results are compared with different state-of-the-art methods.The structural similarity index(SSIM)gain for boxes,cotton,pillow,and pens are 0.9760,0.9806,0.9940,and 0.9907,respectively.Moreover,the discrete entropy(DE)value for LFM depth maps exhibited better performance than other existing methods. 展开更多
关键词 3Dreconstruction 3Dmodeling point cloud depth estimation integral imaging light filedmicroscopy 3D-CNN U-Net deep learning machine intelligence
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基于物质点和深度积分耦合模型的滑坡数值分析 被引量:1
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作者 张伟 晏飞 +1 位作者 王兆丰 李邵军 《岩土力学》 EI CAS CSCD 北大核心 2024年第8期2515-2526,共12页
深度积分算法可将滑坡沿地表滑动的三维模型化简为二维模型进行求解,通过减少控制方程未知量的个数以提升求解效率。物质点法(material point method,MPM)具有无网格法和有网格法的双重优势,模拟滑坡大变形问题时可避免网格畸变现象。... 深度积分算法可将滑坡沿地表滑动的三维模型化简为二维模型进行求解,通过减少控制方程未知量的个数以提升求解效率。物质点法(material point method,MPM)具有无网格法和有网格法的双重优势,模拟滑坡大变形问题时可避免网格畸变现象。采用深度积分耦合物质点法建立滑坡数值模型,给出算法实现具体流程,基于影响域改进的物质点法(influence domain material point method,IDMPM),针对两个典型无倾角底面光滑和有倾角底面不光滑滑坡算例进行基准测试。在计算精度方面,深度积分耦合物质点法模型能较好地预测远端距离、流速、深度等滑移特征参数;在计算效率方面,与常规物质点法求解格式相比,深度积分耦合物质点法模型可大幅度提高运行效率。该研究成果可为滑坡地质灾害破坏范围的分析预测、危害评估、应急抢险提供有效理论依据和时间保障。 展开更多
关键词 深度积分 物质点法 滑坡 大变形 深度积分耦合物质点法
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基于低居里点PTC材料的风机叶片防冰数值模拟及试验验证
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作者 蒋兴良 王茂政 +3 位作者 袁一钧 刘琳 李畅 胡琴 《高电压技术》 EI CAS CSCD 北大核心 2024年第9期4080-4090,共11页
叶片覆冰会严重影响风机的安全稳定运行。目前,电热防冰是最高效可靠的风机叶片防冰方法,但存在防冰区域受热不均匀、局部覆冰以及过多分区导致防冰系统过于复杂等问题。为此提出采用正温度系数(positive temperature coefficient,PTC)... 叶片覆冰会严重影响风机的安全稳定运行。目前,电热防冰是最高效可靠的风机叶片防冰方法,但存在防冰区域受热不均匀、局部覆冰以及过多分区导致防冰系统过于复杂等问题。为此提出采用正温度系数(positive temperature coefficient,PTC)材料进行风机叶片自适应电加热防冰的创新方法,通过原位聚合法成功制备了一种低居里点PTC材料,其居里温度点为1℃。随后,基于该材料的阻-温特性,建立了风机叶片的电加热防冰模型,并进行数值模拟。研究结果显示,当采用低居里点PTC材料进行风机叶片电加热防冰时,无需进行防冰区域的分区,就能使得防冰区域受热更加均匀。在一定的工作电压下,低居里点PTC材料在不同环境温度和风速下展现出自适应调节加热功率的能力,并且经过100次循环阻-温测试后,材料仍具有极强的自适应调节能力。最后,通过试验验证了材料的这种自适应调节能力。该研究结果为后续基于低居里点PTC材料的风机叶片防冰系统的研究奠定了坚实基础。 展开更多
关键词 低居里点 防冰 风机叶片 正温度系数材料 自适应调节
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基于空间传播的多视图三维重建
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作者 张锡英 孙守东 +1 位作者 于海浩 边继龙 《计算机工程》 CAS CSCD 北大核心 2024年第7期293-302,共10页
针对多视图三维重建任务中点云完整性欠佳的问题,提出一种基于空间传播的多视图深度估计网络(SPMVSNet)。引入空间传播思想用于复杂条件下的稠密点云重建,并分别设计基于空间传播的混合深度假设策略和空间感知优化模块。混合深度假设策... 针对多视图三维重建任务中点云完整性欠佳的问题,提出一种基于空间传播的多视图深度估计网络(SPMVSNet)。引入空间传播思想用于复杂条件下的稠密点云重建,并分别设计基于空间传播的混合深度假设策略和空间感知优化模块。混合深度假设策略采用由粗糙到精细的深度推理方式,将深度估计视为多标签分类任务,对正则化概率体执行交叉熵损失以约束代价体,从而避免回归方法过拟合和收敛速度过慢的问题。空间感知优化模块从包含高级语义特征表示的特征图中获得引导,在进行置信度检查后采用卷积空间传播网络,通过构建亲和矩阵来细化最终的深度图。同时,为解决大多数方法存在的对不满足多视图一致性的不可靠区域重建质量较低的问题,进一步结合注意力机制设计具有样本自适应能力的动态特征提取网络,用于增强模型的局部感知能力。实验结果表明,在DTU数据集上,SP-MVSNet的重建完整性相比于CVP-MVSNet提升32.8%,整体质量提升11.4%。在Tanks and Temples基准和Blended MVS数据集上,SP-MVSNet的表现也优于大多数已知方法,取得了良好的三维重建效果。 展开更多
关键词 立体视觉 空间传播 稠密点云重建 注意力机制 深度估计
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大孔隙参数对斜坡非均匀渗流与稳定性的影响
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作者 阙云 李尚辉 +3 位作者 詹小军 张吉松 薛斌 谢秀栋 《工程科学与技术》 EI CAS CSCD 北大核心 2024年第3期122-133,共12页
为揭示降雨条件下大孔隙参数对斜坡水分非均匀运移与稳定性的影响,基于两域模型与稳定系数场原理,建立降雨入渗下斜坡非均匀渗流与稳定性求解模型,并借助COMSOL Multiphysics多物理场有限元平台,编制相应的模型求解程序,通过大孔隙土柱... 为揭示降雨条件下大孔隙参数对斜坡水分非均匀运移与稳定性的影响,基于两域模型与稳定系数场原理,建立降雨入渗下斜坡非均匀渗流与稳定性求解模型,并借助COMSOL Multiphysics多物理场有限元平台,编制相应的模型求解程序,通过大孔隙土柱降雨试验验证数值模型的合理性,对比均匀流与非均匀流条件下斜坡体积含水率和点稳定系数,分析大孔隙参数(大孔隙占比ω_(f)、两域导水系数之比μ、大孔隙经验参数r_(w))对斜坡渗流场及稳定系数场的影响规律。结果表明:相比不考虑大孔隙,考虑大孔隙时的基质域和大孔隙域表层体积含水率分别增长7.7%和降低5.1%,入渗深度分别增长83.3%和150.0%;边坡浅层失稳面积增大3.9%。基质域和大孔隙域入渗深度均随大孔隙占比ω_(f)的增大而减小;随着大孔隙域与基质域饱和渗透系数之比μ增大,两者入渗深度变化趋势相反,即μ越大,基质域入渗深度越小,大孔隙域反之;两者与经验参数r_(w)无显著关系。至降雨结束,基质域表层土体体积含水率已达最大值;大孔隙域则随着ω_(f)和μ的增大而增大,但几乎不受经验参数r_(w)的影响。非均匀流条件下,边坡水分交换沿着剖面从上往下分为负交换区、正交换区和无交换区,水分交换平衡深度与基质域入渗深度变化趋势一致;水分交换负交换区与正交换区的深度均存在一个峰值,并随大孔隙占比ω_(f)的增大而减小,随着μ和r_(w)的增大而增大。不同参数取值下,边坡均为浅层失稳破坏,ω_(f)和μ越大,失稳层深度越大,表层点稳定系数越小,因此大孔隙不利于边坡稳定。 展开更多
关键词 大孔隙参数 非均匀流 点稳定系数 水分交换 入渗深度
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基于区域预推荐和特征富集的SOD R-CNN交通标志检测网络
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作者 周楝淞 邵发明 +3 位作者 杨洁 彭泓力 李赛野 孙夏声 《信息安全与通信保密》 2024年第10期115-126,共12页
基于区域的快速卷积神经网络存在资源的浪费和无法有效应对小目标检测的问题,提出基于高可能性区域推荐网络及特征富集的区域的小目标检测卷积神经网络架构。首先,采用区域推荐网络对锚点区域进行筛选,节约分类阶段的处理时间,提高了系... 基于区域的快速卷积神经网络存在资源的浪费和无法有效应对小目标检测的问题,提出基于高可能性区域推荐网络及特征富集的区域的小目标检测卷积神经网络架构。首先,采用区域推荐网络对锚点区域进行筛选,节约分类阶段的处理时间,提高了系统的处理速度。其次,为了解决无法有效检测小目标的问题,提出了融合视觉几何组16层网络的第三、第四、第五层特征信息的方法来强化特征表达的策略。最后,提出次要感兴趣区域的概念,将交通标志的上下文信息融合到目标特征表达中。这些策略提高了目标检测的准确率和速度。 展开更多
关键词 目标检测 深度特征 感兴趣区域 特征融合 锚点
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基于伪点云特征增强的多模态三维目标检测方法
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作者 孔德明 李晓伟 杨庆鑫 《计算机学报》 EI CAS CSCD 北大核心 2024年第4期759-775,共17页
环境感知是自动驾驶汽车落地的关键技术之一,它对于提高自动驾驶汽车的安全性和可靠性至关重要.三维目标检测是其中的一项核心任务,旨在识别和定位三维空间中的物体,为后续决策提供重要的信息.点云和图像是该任务最常用的输入数据,点云... 环境感知是自动驾驶汽车落地的关键技术之一,它对于提高自动驾驶汽车的安全性和可靠性至关重要.三维目标检测是其中的一项核心任务,旨在识别和定位三维空间中的物体,为后续决策提供重要的信息.点云和图像是该任务最常用的输入数据,点云由三维空间中不规则分布的点组成,而图像则是由二维空间上规则分布的像素组成.因此,点云和图像之间难以进行有效的融合.而伪点云作为一种点云表征的图像信息,近几年受到了该领域学者的广泛关注.现阶段基于伪点云的三维目标检测方法还存在伪点云特征提取粗糙和相应感兴趣区域(Region-of-Intersts,RoI)特征表征能力差的问题.本文针对上述问题开展研究,分别提出细粒度注意力卷积和多尺度分组稀疏卷积.细粒度注意力卷积将规则图像处理中常用的深度可分离卷积引入不规则点云的处理流程,并在此基础上嵌入通道和分组注意力机制,进行精细的特征提取,增强伪点云特征;多尺度分组稀疏卷积将格网池化后的Ro I特征分组,进行差异化特征学习,获取不同尺度的Ro I特征,增强伪点云Ro I格网特征的表征能力.基于此,本文在SFD(Sparse Fuse Dense)网络的伪点云特征提取流程中引入细粒度注意力卷积,同时在其伪点云Ro I特征学习流程中引入多尺度分组稀疏卷积,构建SFD++多模态三维目标检测网络.在权威KITTI自动驾驶数据集上的实验结果表明,SFD++每秒可以处理8.33帧数据,其精度在简单、中等和困难的三维汽车检测上达到95.74%、88.80%和86.04%,比次优SFD的精度高出0.15%、0.84%和0.58%.除此之外,一系列消融和补充实验结果验证了所提出卷积的有效性和相关参数设置的合理性. 展开更多
关键词 自动驾驶 三维目标检测 伪点云 注意力机制 深度可分离卷积 组卷积
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基于锚点的快速三维手部关键点检测算法
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作者 秦晓飞 何文 +2 位作者 班东贤 郭宏宇 于景 《电子科技》 2024年第4期77-86,共10页
在人机协作任务中,手部关键点检测为机械臂提供目标点坐标,A2J(Anchor-to-Joint)是具有代表性的一种利用锚点进行关键点检测的方法。A2J以深度图为输入,可实现较好的检测效果,但对全局特征获取能力不足。文中设计了全局-局部特征融合模... 在人机协作任务中,手部关键点检测为机械臂提供目标点坐标,A2J(Anchor-to-Joint)是具有代表性的一种利用锚点进行关键点检测的方法。A2J以深度图为输入,可实现较好的检测效果,但对全局特征获取能力不足。文中设计了全局-局部特征融合模块(Global-Local Feature Fusion,GLFF)对骨干网络浅层和深层的特征进行融合。为了提升检测速度,文中将A2J的骨干网络替换为ShuffleNetv2并对其进行改造,用5×5深度可分离卷积替换3×3深度可分离卷积,增大感受野,有效提升了骨干网络对全局特征的提取能力。文中在锚点权重估计分支引入高效通道注意力模块(Efficient Channel Attention,ECA),提升了网络对重要锚点的关注度。在主流数据集ICVL和NYU上进行的训练和测试结果表明,相比于A2J,文中所提方法的平均误差分别降低了0.09 mm和0.15 mm。在GTX1080Ti显卡上实现了151 frame·s^(-1)的检测速率,满足人机协作任务对于实时性的要求。 展开更多
关键词 人机协作 三维手部关键点检测 锚点 深度图 全局-局部特征融合 ShuffleNetv2 深度可分离卷积 高效通道注意力
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肾俞穴穴性及用法新探 被引量:1
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作者 黄桃 黄鸿鹏 +1 位作者 石建爽 文希 《广州中医药大学学报》 CAS 2024年第3期659-663,共5页
肾俞穴作为肾脏之气输注于背腰部的腧穴,其属于足太阳膀胱经范畴,在临床上广泛运用于生殖泌尿系统等疾病的治疗。该穴位于人体背部足太阳膀胱经直行支脉循行处,且为足少阴经脉之标部所在,故具有特殊的穴性。但当前对于肾俞穴穴性及运用... 肾俞穴作为肾脏之气输注于背腰部的腧穴,其属于足太阳膀胱经范畴,在临床上广泛运用于生殖泌尿系统等疾病的治疗。该穴位于人体背部足太阳膀胱经直行支脉循行处,且为足少阴经脉之标部所在,故具有特殊的穴性。但当前对于肾俞穴穴性及运用缺乏深入研究。该文基于经脉、标本、四海等理论探究了其穴性,并通过古籍溯源及临床实践探究其疗效发挥与刺灸方法、穴位配伍、针刺深度等关系。结果表明,不同的刺灸方法、穴位配伍、针刺深度能激发肾俞穴不同的穴位疗效,因此,只有明辨肾俞穴穴性并辅予合适的刺灸方法、穴位配伍及针刺深度,才可更好地发挥肾俞穴的治疗效果。 展开更多
关键词 肾俞穴 穴性 刺灸方法 穴位配伍 针刺深度 用法 新探
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基于三维点云的光栅三维显示景深优化方法
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作者 易湘诚 颜玢玢 +5 位作者 陈硕 王昕柯 邢树军 于迅博 高鑫 桑新柱 《液晶与显示》 CAS CSCD 北大核心 2024年第7期883-891,共9页
对三维显示内容进行深度压缩处理,是一种针对裸眼光栅三维显示器景深范围不足问题的有效解决方法,但常用的压缩方法会使场景中的主体不可避免地产生几何形变。本文面向密集视点光栅三维显示,提出了一种基于三维点云的景深优化方法,根据... 对三维显示内容进行深度压缩处理,是一种针对裸眼光栅三维显示器景深范围不足问题的有效解决方法,但常用的压缩方法会使场景中的主体不可避免地产生几何形变。本文面向密集视点光栅三维显示,提出了一种基于三维点云的景深优化方法,根据三维场景的双目视差图重建出三维点云,将场景主体点云分割,仅对超出显示器景深范围的主体进行深度位置调整,保持场景主体的几何结构不变,从而实现三维场景深度的整体压缩。对本文方法进行关于视觉体验的多项统计实验,对于每个参与者,本文方法处理后结果得票率均超过77%;对于每个实验场景,本文方法得票率均超过80%。实验结果证明了本文方法对观众主观感受有明显提升,可以在压缩场景整体深度的同时保证场景主体没有形变,让观众在观看三维场景时没有不自然感且对场景主体保留较强的深度感知。 展开更多
关键词 裸眼三维显示 三维点云 实例分割 深度压缩
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猪三维点云体尺自动计算模型Pig Back Transformer
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作者 王宇啸 石源源 +4 位作者 陈招达 吴珍芳 蔡更元 张素敏 尹令 《智慧农业(中英文)》 CSCD 2024年第4期76-90,共15页
[目的/意义]为了提高体尺关键点定位准确率,猪三维点云体尺自动测量方法会采用点云分割,在各个分割后局部点云定位测量关键点,以减少点云之间相互干扰。然而点云分割网络通常需要消耗较大计算资源,且现有测量点定位效果仍有待提升空间... [目的/意义]为了提高体尺关键点定位准确率,猪三维点云体尺自动测量方法会采用点云分割,在各个分割后局部点云定位测量关键点,以减少点云之间相互干扰。然而点云分割网络通常需要消耗较大计算资源,且现有测量点定位效果仍有待提升空间。本研究旨在通过设计关键点生成网络从猪体点云中提取出各体尺测量所需关键点。在降低显存资源需求的同时提高测量关键点定位效果,提高体尺测量的效率和精度。[方法]针对猪三维表面点云进行体尺测量,提出了一种定位猪体尺关键点的模型Pig Back Transformer。模型分为两个模块,分别设计了两种改进的Transformer自注意力编码器,第一模块为全局关键点模块,首先设计了一种猪背部边缘点提取算法用于获取边缘点,再使用edge encoder编码器以边缘点集合作为输入,edge encoder的edge attention中加入了边缘点和质点的偏移距离信息;第二模块为关键点生成模块,使用了back attention机制的back encoder,其中加入了与质心和第一模块生成的全局关键点的偏移量,并将偏移量与点云注意力通过按位max pooling操作结合,最后通过生成猪的体尺测量关键点和背脊走向点。最后设计了使用关键点和背脊走向点作为输入的体尺算法。[结果和讨论]对比关键点和背脊走向点生成任务上Pig Back Transformer表现最佳,并对比体尺计算结果与人工测量结果,体长相对误差为0.63%,相对PointNet++、Point Transformer V2、Point Cloud Transforme、OctFormer PointTr等模型有较大提升。[结论] Pig Back Transformer能相对准确地生成猪体尺关键点,提高体尺测量数据准确度,并且通过点云特征定位体尺关键点节省了计算资源,为无接触牲畜体尺测量提供了新思路。 展开更多
关键词 Pig Back Transformer 三维点云 体尺自动测量 测量关键点定位 深度相机 自注意力机制
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基于实时点云重建的播种均匀性变异系数测量方法
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作者 王超柱 杨浩勇 +2 位作者 邬晓倩 丁永前 田光兆 《中国农机化学报》 北大核心 2024年第10期223-227,232,共6页
传统播种均匀性变异系数的测量需人工定位和计数,耗时耗力,效率较低。为提高播种均匀性变异系数测定的速度和精度,研究利用实时点云重建技术实现播种均匀性变异系数的自动测量。首先通过深度相机获取种子图像和环境稠密点云信息;接着进... 传统播种均匀性变异系数的测量需人工定位和计数,耗时耗力,效率较低。为提高播种均匀性变异系数测定的速度和精度,研究利用实时点云重建技术实现播种均匀性变异系数的自动测量。首先通过深度相机获取种子图像和环境稠密点云信息;接着进行图像分割,计算种子形心的图像坐标;然后再从实时点云信息中筛选出种子的三维坐标;最后将该三维坐标转换至初始坐标系,并向水平面投影,进而根据投影结果实现播种均匀性变异系数的测定。试验结果表明,所提出的方法与人工测量相比,在水平方向的平均定位误差分别为2.08 mm和2.443 mm,单次测量耗时小于0.5 s,播种均匀性变异系数误差为0.4%。 展开更多
关键词 实时点云 播种机 播种均匀性 变异系数 深度相机
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